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This pull request introduces significant changes to the
main_demo.pyfile and related modules to refactor the memory system integration, simplify the agent architecture, and improve memory handling. The most notable updates include replacing memory hooks with direct API calls, introducingMemorySpacefor memory interactions, and enhancing the memory configuration for better performance and usability.Refactoring the agent architecture:
BaseAgentand memory hooks inSimpleAgent, simplifying the agent's design. (main_demo.py, main_demo.pyL109-R125)MemoryEnhancedAgentto useMemorySpacedirectly instead of relying onAgentMemorySystemand hooks. (main_demo.py, [1] [2]Memory system updates:
memory_systemcalls withmemory_spacefor storing and retrieving states, actions, and interactions. (main_demo.py, [1] [2] [3]all-MiniLM-L6-v2) and disabled compression for improved similarity search. (main_demo.py, [1] [2]Code simplifications and fixes:
ActionResultwith direct integer actions for simplicity in theactmethod. (main_demo.py, [1] [2]contentkey instead ofcontents. (main_demo.py, [1] [2]Other improvements:
MemorySpaceto useNonefor mock setups, aligning with the new memory configuration. (memory/space.py, memory/space.pyL103-R103)hsetwithhset_dictinvector_store.pyto simplify Redis operations. (memory/embeddings/vector_store.py, memory/embeddings/vector_store.pyL307-R309)